Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 11000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.0 MiB |
| Average record size in memory | 288.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 20 |
device_fraud_count has constant value "0" | Constant |
foreign_request is highly imbalanced (76.4%) | Imbalance |
source is highly imbalanced (92.7%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (79.5%) | Imbalance |
name_email_similarity has unique values | Unique |
intended_balcon_amount has unique values | Unique |
velocity_6h has unique values | Unique |
velocity_24h has unique values | Unique |
bank_branch_count_8w has 2072 (18.8%) zeros | Zeros |
employment_status has 8517 (77.4%) zeros | Zeros |
housing_status has 4117 (37.4%) zeros | Zeros |
month has 1431 (13.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-17 08:03:00.525783 |
|---|---|
| Analysis finished | 2023-07-17 08:03:51.211011 |
| Duration | 50.69 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 5563 | |
| 0 | 5437 |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62448182 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.4 |
| median | 0.7 |
| Q3 | 0.9 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28574602 |
|---|---|
| Coefficient of variation (CV) | 0.45757301 |
| Kurtosis | -0.95373007 |
| Mean | 0.62448182 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.69435403 |
| Sum | 6869.3 |
| Variance | 0.081650791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.9 | 3642 | |
| 0.8 | 1549 | |
| 0.1 | 1337 | 12.2% |
| 0.6 | 1124 | 10.2% |
| 0.7 | 1057 | 9.6% |
| 0.4 | 734 | 6.7% |
| 0.2 | 602 | 5.5% |
| 0.5 | 519 | 4.7% |
| 0.3 | 436 | 4.0% |
| Value | Count | Frequency (%) |
| 0.1 | 1337 | 12.2% |
| 0.2 | 602 | 5.5% |
| 0.3 | 436 | 4.0% |
| 0.4 | 734 | 6.7% |
| 0.5 | 519 | 4.7% |
| 0.6 | 1124 | 10.2% |
| 0.7 | 1057 | 9.6% |
| 0.8 | 1549 | |
| 0.9 | 3642 |
| Value | Count | Frequency (%) |
| 0.9 | 3642 | |
| 0.8 | 1549 | |
| 0.7 | 1057 | 9.6% |
| 0.6 | 1124 | 10.2% |
| 0.5 | 519 | 4.7% |
| 0.4 | 734 | 6.7% |
| 0.3 | 436 | 4.0% |
| 0.2 | 602 | 5.5% |
| 0.1 | 1337 | 12.2% |
name_email_similarity
Real number (ℝ)
| Distinct | 11000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44111586 |
| Minimum | 0.00012759616 |
|---|---|
| Maximum | 0.99994437 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0.00012759616 |
|---|---|
| 5-th percentile | 0.05223386 |
| Q1 | 0.16477102 |
| median | 0.4114788 |
| Q3 | 0.71544016 |
| 95-th percentile | 0.90152057 |
| Maximum | 0.99994437 |
| Range | 0.99981678 |
| Interquartile range (IQR) | 0.55066913 |
Descriptive statistics
| Standard deviation | 0.29455472 |
|---|---|
| Coefficient of variation (CV) | 0.66774909 |
| Kurtosis | -1.2951735 |
| Mean | 0.44111586 |
| Median Absolute Deviation (MAD) | 0.26468663 |
| Skewness | 0.25713883 |
| Sum | 4852.2745 |
| Variance | 0.086762481 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5163112021 | 1 | < 0.1% |
| 0.2310501671 | 1 | < 0.1% |
| 0.4505612344 | 1 | < 0.1% |
| 0.7315751542 | 1 | < 0.1% |
| 0.1091316863 | 1 | < 0.1% |
| 0.3518231429 | 1 | < 0.1% |
| 0.9896280272 | 1 | < 0.1% |
| 0.8071411167 | 1 | < 0.1% |
| 0.1732926823 | 1 | < 0.1% |
| 0.7380368031 | 1 | < 0.1% |
| Other values (10990) | 10990 |
| Value | Count | Frequency (%) |
| 0.0001275961639 | 1 | |
| 0.0001320001488 | 1 | |
| 0.0003207064906 | 1 | |
| 0.0004202202632 | 1 | |
| 0.001091112057 | 1 | |
| 0.001164303707 | 1 | |
| 0.001694179769 | 1 | |
| 0.00178109231 | 1 | |
| 0.001864978382 | 1 | |
| 0.001998679021 | 1 |
| Value | Count | Frequency (%) |
| 0.999944372 | 1 | |
| 0.9999420374 | 1 | |
| 0.9999371691 | 1 | |
| 0.9999326052 | 1 | |
| 0.9998576294 | 1 | |
| 0.9998515095 | 1 | |
| 0.9997988941 | 1 | |
| 0.9997533842 | 1 | |
| 0.9997471305 | 1 | |
| 0.9996934134 | 1 |
prev_address_months_count
Real number (ℝ)
| Distinct | 255 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.238545 |
| Minimum | -1 |
|---|---|
| Maximum | 357 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8931 |
| Negative (%) | 81.2% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 82 |
| Maximum | 357 |
| Range | 358 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 38.105192 |
|---|---|
| Coefficient of variation (CV) | 3.3905804 |
| Kurtosis | 28.732584 |
| Mean | 11.238545 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8754861 |
| Sum | 123624 |
| Variance | 1452.0056 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 8931 | |
| 11 | 80 | 0.7% |
| 29 | 74 | 0.7% |
| 28 | 72 | 0.7% |
| 27 | 72 | 0.7% |
| 10 | 65 | 0.6% |
| 26 | 65 | 0.6% |
| 30 | 63 | 0.6% |
| 31 | 61 | 0.6% |
| 12 | 59 | 0.5% |
| Other values (245) | 1458 | 13.3% |
| Value | Count | Frequency (%) |
| -1 | 8931 | |
| 7 | 2 | < 0.1% |
| 8 | 9 | 0.1% |
| 9 | 36 | 0.3% |
| 10 | 65 | 0.6% |
| 11 | 80 | 0.7% |
| 12 | 59 | 0.5% |
| 13 | 33 | 0.3% |
| 14 | 11 | 0.1% |
| 15 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 357 | 1 | < 0.1% |
| 354 | 1 | < 0.1% |
| 344 | 2 | |
| 341 | 1 | < 0.1% |
| 337 | 2 | |
| 336 | 2 | |
| 335 | 1 | < 0.1% |
| 333 | 3 | |
| 331 | 1 | < 0.1% |
| 330 | 1 | < 0.1% |
current_address_months_count
Real number (ℝ)
| Distinct | 394 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.12773 |
| Minimum | -1 |
|---|---|
| Maximum | 408 |
| Zeros | 71 |
| Zeros (%) | 0.6% |
| Negative | 29 |
| Negative (%) | 0.3% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 35 |
| median | 72 |
| Q3 | 144 |
| 95-th percentile | 291 |
| Maximum | 408 |
| Range | 409 |
| Interquartile range (IQR) | 109 |
Descriptive statistics
| Standard deviation | 88.283725 |
|---|---|
| Coefficient of variation (CV) | 0.88171107 |
| Kurtosis | 1.0611475 |
| Mean | 100.12773 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 1.2309949 |
| Sum | 1101405 |
| Variance | 7794.0161 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 141 | 1.3% |
| 6 | 137 | 1.2% |
| 7 | 119 | 1.1% |
| 8 | 110 | 1.0% |
| 4 | 108 | 1.0% |
| 9 | 105 | 1.0% |
| 3 | 101 | 0.9% |
| 41 | 100 | 0.9% |
| 47 | 99 | 0.9% |
| 10 | 98 | 0.9% |
| Other values (384) | 9882 |
| Value | Count | Frequency (%) |
| -1 | 29 | 0.3% |
| 0 | 71 | |
| 1 | 84 | |
| 2 | 85 | |
| 3 | 101 | |
| 4 | 108 | |
| 5 | 141 | |
| 6 | 137 | |
| 7 | 119 | |
| 8 | 110 |
| Value | Count | Frequency (%) |
| 408 | 1 | < 0.1% |
| 392 | 1 | < 0.1% |
| 390 | 1 | < 0.1% |
| 389 | 1 | < 0.1% |
| 388 | 2 | < 0.1% |
| 387 | 1 | < 0.1% |
| 386 | 3 | |
| 385 | 2 | < 0.1% |
| 384 | 6 | |
| 383 | 1 | < 0.1% |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.327273 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 40 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.041862 |
|---|---|
| Coefficient of variation (CV) | 0.34939232 |
| Kurtosis | -0.28053792 |
| Mean | 37.327273 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.35149664 |
| Sum | 410600 |
| Variance | 170.09017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 30 | 2998 | |
| 40 | 2795 | |
| 50 | 2145 | |
| 20 | 1939 | |
| 60 | 761 | 6.9% |
| 70 | 181 | 1.6% |
| 10 | 143 | 1.3% |
| 80 | 35 | 0.3% |
| 90 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 143 | 1.3% |
| 20 | 1939 | |
| 30 | 2998 | |
| 40 | 2795 | |
| 50 | 2145 | |
| 60 | 761 | 6.9% |
| 70 | 181 | 1.6% |
| 80 | 35 | 0.3% |
| 90 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 3 | < 0.1% |
| 80 | 35 | 0.3% |
| 70 | 181 | 1.6% |
| 60 | 761 | 6.9% |
| 50 | 2145 | |
| 40 | 2795 | |
| 30 | 2998 | |
| 20 | 1939 | |
| 10 | 143 | 1.3% |
days_since_request
Real number (ℝ)
| Distinct | 10999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.070869 |
| Minimum | 3.4723237 × 10-6 |
|---|---|
| Maximum | 73.933618 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 3.4723237 × 10-6 |
|---|---|
| 5-th percentile | 0.0013124423 |
| Q1 | 0.0064535575 |
| median | 0.014147702 |
| Q3 | 0.025029747 |
| 95-th percentile | 5.2621708 |
| Maximum | 73.933618 |
| Range | 73.933614 |
| Interquartile range (IQR) | 0.018576189 |
Descriptive statistics
| Standard deviation | 5.5679728 |
|---|---|
| Coefficient of variation (CV) | 5.1994902 |
| Kurtosis | 99.348294 |
| Mean | 1.070869 |
| Median Absolute Deviation (MAD) | 0.0087223887 |
| Skewness | 9.0126521 |
| Sum | 11779.559 |
| Variance | 31.002321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.01513786537 | 2 | < 0.1% |
| 0.004868909347 | 1 | < 0.1% |
| 3.340344796 | 1 | < 0.1% |
| 0.02105261157 | 1 | < 0.1% |
| 3.837261701 | 1 | < 0.1% |
| 0.02469494805 | 1 | < 0.1% |
| 0.0005300713233 | 1 | < 0.1% |
| 0.002199762644 | 1 | < 0.1% |
| 0.01203083506 | 1 | < 0.1% |
| 0.02048840541 | 1 | < 0.1% |
| Other values (10989) | 10989 |
| Value | Count | Frequency (%) |
| 3.472323747 × 10-6 | 1 | |
| 8.042419741 × 10-6 | 1 | |
| 1.001736607 × 10-5 | 1 | |
| 1.209476512 × 10-5 | 1 | |
| 1.73992793 × 10-5 | 1 | |
| 1.87444327 × 10-5 | 1 | |
| 2.46826403 × 10-5 | 1 | |
| 2.516164907 × 10-5 | 1 | |
| 3.122192288 × 10-5 | 1 | |
| 3.254205672 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 73.93361787 | 1 | |
| 73.52381727 | 1 | |
| 73.25135381 | 1 | |
| 73.15856398 | 1 | |
| 73.13761833 | 1 | |
| 72.82551663 | 1 | |
| 72.72199579 | 1 | |
| 72.71181508 | 1 | |
| 72.54571101 | 1 | |
| 72.54241036 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 11000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3204108 |
| Minimum | -9.1004434 |
|---|---|
| Maximum | 111.53811 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8945 |
| Negative (%) | 81.3% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -9.1004434 |
|---|---|
| 5-th percentile | -1.5835761 |
| Q1 | -1.1876052 |
| median | -0.87516426 |
| Q3 | -0.45265277 |
| 95-th percentile | 49.480155 |
| Maximum | 111.53811 |
| Range | 120.63855 |
| Interquartile range (IQR) | 0.73495238 |
Descriptive statistics
| Standard deviation | 18.702226 |
|---|---|
| Coefficient of variation (CV) | 2.9590206 |
| Kurtosis | 10.836404 |
| Mean | 6.3204108 |
| Median Absolute Deviation (MAD) | 0.35410103 |
| Skewness | 3.1405795 |
| Sum | 69524.519 |
| Variance | 349.77325 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.9207989547 | 1 | < 0.1% |
| -1.425798367 | 1 | < 0.1% |
| -0.9537137753 | 1 | < 0.1% |
| -1.141589265 | 1 | < 0.1% |
| -0.6284556426 | 1 | < 0.1% |
| -1.328951209 | 1 | < 0.1% |
| -1.052179959 | 1 | < 0.1% |
| -0.9203403301 | 1 | < 0.1% |
| -0.8553284665 | 1 | < 0.1% |
| 19.70736419 | 1 | < 0.1% |
| Other values (10990) | 10990 |
| Value | Count | Frequency (%) |
| -9.100443415 | 1 | |
| -8.249791727 | 1 | |
| -6.739347652 | 1 | |
| -6.100095987 | 1 | |
| -5.830054744 | 1 | |
| -5.603924177 | 1 | |
| -5.41265749 | 1 | |
| -4.643764114 | 1 | |
| -4.09851765 | 1 | |
| -4.024131634 | 1 |
| Value | Count | Frequency (%) |
| 111.5381075 | 1 | |
| 111.3212718 | 1 | |
| 110.660004 | 1 | |
| 109.83029 | 1 | |
| 109.8097179 | 1 | |
| 109.626686 | 1 | |
| 109.1652665 | 1 | |
| 108.9902385 | 1 | |
| 108.8366566 | 1 | |
| 108.71952 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 | |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4073 | |
| 2 | 3535 | |
| 0 | 2087 | |
| 3 | 1304 | 11.9% |
| 4 | 1 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 3398 |
|---|---|
| Distinct (%) | 30.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1591.8215 |
| Minimum | 26 |
|---|---|
| Maximum | 6368 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 491 |
| Q1 | 905 |
| median | 1295 |
| Q3 | 2003 |
| 95-th percentile | 3635 |
| Maximum | 6368 |
| Range | 6342 |
| Interquartile range (IQR) | 1098 |
Descriptive statistics
| Standard deviation | 993.59188 |
|---|---|
| Coefficient of variation (CV) | 0.6241855 |
| Kurtosis | 1.9467996 |
| Mean | 1591.8215 |
| Median Absolute Deviation (MAD) | 481 |
| Skewness | 1.3848414 |
| Sum | 17510036 |
| Variance | 987224.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 905 | 17 | 0.2% |
| 963 | 17 | 0.2% |
| 942 | 16 | 0.1% |
| 1073 | 16 | 0.1% |
| 1130 | 15 | 0.1% |
| 846 | 15 | 0.1% |
| 1126 | 15 | 0.1% |
| 973 | 14 | 0.1% |
| 1101 | 14 | 0.1% |
| 785 | 14 | 0.1% |
| Other values (3388) | 10847 |
| Value | Count | Frequency (%) |
| 26 | 1 | |
| 36 | 1 | |
| 37 | 1 | |
| 44 | 1 | |
| 45 | 1 | |
| 54 | 1 | |
| 56 | 1 | |
| 65 | 1 | |
| 73 | 1 | |
| 76 | 1 |
| Value | Count | Frequency (%) |
| 6368 | 1 | |
| 6310 | 1 | |
| 6219 | 1 | |
| 6084 | 1 | |
| 6079 | 1 | |
| 6012 | 1 | |
| 5977 | 1 | |
| 5953 | 1 | |
| 5942 | 1 | |
| 5934 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 11000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5397.0709 |
| Minimum | 3.9741117 |
|---|---|
| Maximum | 16084.617 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 3.9741117 |
|---|---|
| 5-th percentile | 1140.2143 |
| Q1 | 3153.297 |
| median | 5076.4437 |
| Q3 | 7376.2453 |
| 95-th percentile | 10569.834 |
| Maximum | 16084.617 |
| Range | 16080.643 |
| Interquartile range (IQR) | 4222.9483 |
Descriptive statistics
| Standard deviation | 2954.5748 |
|---|---|
| Coefficient of variation (CV) | 0.54744043 |
| Kurtosis | 0.046002652 |
| Mean | 5397.0709 |
| Median Absolute Deviation (MAD) | 2091.3884 |
| Skewness | 0.58138147 |
| Sum | 59367780 |
| Variance | 8729512.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3070.757247 | 1 | < 0.1% |
| 7804.068809 | 1 | < 0.1% |
| 5499.612457 | 1 | < 0.1% |
| 6925.712099 | 1 | < 0.1% |
| 7928.395064 | 1 | < 0.1% |
| 6514.62238 | 1 | < 0.1% |
| 5092.945989 | 1 | < 0.1% |
| 1804.710851 | 1 | < 0.1% |
| 1524.50679 | 1 | < 0.1% |
| 6292.093525 | 1 | < 0.1% |
| Other values (10990) | 10990 |
| Value | Count | Frequency (%) |
| 3.974111674 | 1 | |
| 64.42257069 | 1 | |
| 109.0064806 | 1 | |
| 109.5186213 | 1 | |
| 127.6809123 | 1 | |
| 189.9345641 | 1 | |
| 190.3590837 | 1 | |
| 194.5696249 | 1 | |
| 196.6109025 | 1 | |
| 198.6393816 | 1 |
| Value | Count | Frequency (%) |
| 16084.61717 | 1 | |
| 15885.00546 | 1 | |
| 15797.22302 | 1 | |
| 15738.88634 | 1 | |
| 15684.45759 | 1 | |
| 15476.16173 | 1 | |
| 15471.95176 | 1 | |
| 15460.04484 | 1 | |
| 15408.49659 | 1 | |
| 15362.03832 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 11000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4694.3423 |
| Minimum | 1390.9297 |
|---|---|
| Maximum | 9335.9392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 1390.9297 |
|---|---|
| 5-th percentile | 2536.248 |
| Q1 | 3500.7419 |
| median | 4712.6998 |
| Q3 | 5674.974 |
| 95-th percentile | 7225.5858 |
| Maximum | 9335.9392 |
| Range | 7945.0095 |
| Interquartile range (IQR) | 2174.2321 |
Descriptive statistics
| Standard deviation | 1451.4516 |
|---|---|
| Coefficient of variation (CV) | 0.30919169 |
| Kurtosis | -0.39520619 |
| Mean | 4694.3423 |
| Median Absolute Deviation (MAD) | 1082.3487 |
| Skewness | 0.30392394 |
| Sum | 51637765 |
| Variance | 2106711.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3409.637279 | 1 | < 0.1% |
| 5210.640026 | 1 | < 0.1% |
| 3276.111218 | 1 | < 0.1% |
| 4996.124284 | 1 | < 0.1% |
| 4838.547139 | 1 | < 0.1% |
| 5990.927107 | 1 | < 0.1% |
| 6168.310115 | 1 | < 0.1% |
| 2843.480033 | 1 | < 0.1% |
| 5905.708419 | 1 | < 0.1% |
| 2929.907576 | 1 | < 0.1% |
| Other values (10990) | 10990 |
| Value | Count | Frequency (%) |
| 1390.929683 | 1 | |
| 1470.933784 | 1 | |
| 1480.948716 | 1 | |
| 1508.767989 | 1 | |
| 1565.912514 | 1 | |
| 1566.382455 | 1 | |
| 1629.089317 | 1 | |
| 1644.879957 | 1 | |
| 1685.945142 | 1 | |
| 1686.193816 | 1 |
| Value | Count | Frequency (%) |
| 9335.939178 | 1 | |
| 9313.494634 | 1 | |
| 9241.893566 | 1 | |
| 9238.92164 | 1 | |
| 9209.79189 | 1 | |
| 9167.75513 | 1 | |
| 9142.120114 | 1 | |
| 9132.148491 | 1 | |
| 9126.232169 | 1 | |
| 9108.131954 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 10999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4802.4541 |
| Minimum | 2863.7833 |
|---|---|
| Maximum | 6886.1304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 2863.7833 |
|---|---|
| 5-th percentile | 3106.1277 |
| Q1 | 4234.881 |
| median | 4870.2115 |
| Q3 | 5447.8701 |
| 95-th percentile | 6565.1067 |
| Maximum | 6886.1304 |
| Range | 4022.347 |
| Interquartile range (IQR) | 1212.9891 |
Descriptive statistics
| Standard deviation | 941.29811 |
|---|---|
| Coefficient of variation (CV) | 0.19600356 |
| Kurtosis | -0.43344995 |
| Mean | 4802.4541 |
| Median Absolute Deviation (MAD) | 615.82967 |
| Skewness | -0.0043449331 |
| Sum | 52826995 |
| Variance | 886042.14 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4255.233507 | 2 | < 0.1% |
| 4483.238269 | 1 | < 0.1% |
| 4217.949113 | 1 | < 0.1% |
| 3752.043359 | 1 | < 0.1% |
| 4920.321753 | 1 | < 0.1% |
| 4904.687695 | 1 | < 0.1% |
| 4377.905508 | 1 | < 0.1% |
| 5045.141367 | 1 | < 0.1% |
| 3149.403633 | 1 | < 0.1% |
| 6596.107938 | 1 | < 0.1% |
| Other values (10989) | 10989 |
| Value | Count | Frequency (%) |
| 2863.783336 | 1 | |
| 2994.070713 | 1 | |
| 2998.639977 | 1 | |
| 3002.534134 | 1 | |
| 3004.933661 | 1 | |
| 3005.026296 | 1 | |
| 3005.356813 | 1 | |
| 3006.831393 | 1 | |
| 3007.208178 | 1 | |
| 3008.14587 | 1 |
| Value | Count | Frequency (%) |
| 6886.130363 | 1 | |
| 6884.723493 | 1 | |
| 6883.610981 | 1 | |
| 6878.703205 | 1 | |
| 6876.157271 | 1 | |
| 6875.679407 | 1 | |
| 6871.552509 | 1 | |
| 6867.25914 | 1 | |
| 6866.074501 | 1 | |
| 6864.578021 | 1 |
bank_branch_count_8w
Real number (ℝ)
| Distinct | 1060 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 157.05736 |
| Minimum | 0 |
|---|---|
| Maximum | 2251 |
| Zeros | 2072 |
| Zeros (%) | 18.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 17.25 |
| 95-th percentile | 1436.05 |
| Maximum | 2251 |
| Range | 2251 |
| Interquartile range (IQR) | 16.25 |
Descriptive statistics
| Standard deviation | 440.10039 |
|---|---|
| Coefficient of variation (CV) | 2.8021634 |
| Kurtosis | 8.5686384 |
| Mean | 157.05736 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.1034809 |
| Sum | 1727631 |
| Variance | 193688.35 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2072 | |
| 1 | 2044 | |
| 2 | 654 | 5.9% |
| 10 | 337 | 3.1% |
| 11 | 333 | 3.0% |
| 12 | 325 | 3.0% |
| 14 | 294 | 2.7% |
| 9 | 292 | 2.7% |
| 13 | 291 | 2.6% |
| 8 | 270 | 2.5% |
| Other values (1050) | 4088 |
| Value | Count | Frequency (%) |
| 0 | 2072 | |
| 1 | 2044 | |
| 2 | 654 | 5.9% |
| 3 | 150 | 1.4% |
| 4 | 123 | 1.1% |
| 5 | 136 | 1.2% |
| 6 | 167 | 1.5% |
| 7 | 187 | 1.7% |
| 8 | 270 | 2.5% |
| 9 | 292 | 2.7% |
| Value | Count | Frequency (%) |
| 2251 | 1 | |
| 2246 | 1 | |
| 2225 | 1 | |
| 2222 | 1 | |
| 2205 | 1 | |
| 2194 | 1 | |
| 2185 | 1 | |
| 2169 | 1 | |
| 2163 | 1 | |
| 2159 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5316364 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 41 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.087479 |
|---|---|
| Coefficient of variation (CV) | 0.59630753 |
| Kurtosis | 0.52487382 |
| Mean | 8.5316364 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.784657 |
| Sum | 93848 |
| Variance | 25.882443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 8 | 971 | 8.8% |
| 5 | 916 | 8.3% |
| 7 | 894 | 8.1% |
| 6 | 856 | 7.8% |
| 2 | 776 | 7.1% |
| 9 | 774 | 7.0% |
| 4 | 704 | 6.4% |
| 3 | 641 | 5.8% |
| 10 | 606 | 5.5% |
| 11 | 606 | 5.5% |
| Other values (24) | 3256 |
| Value | Count | Frequency (%) |
| 0 | 41 | 0.4% |
| 1 | 387 | 3.5% |
| 2 | 776 | |
| 3 | 641 | |
| 4 | 704 | |
| 5 | 916 | |
| 6 | 856 | |
| 7 | 894 | |
| 8 | 971 | |
| 9 | 774 |
| Value | Count | Frequency (%) |
| 34 | 1 | < 0.1% |
| 32 | 3 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 6 | 0.1% |
| 29 | 4 | < 0.1% |
| 28 | 6 | 0.1% |
| 27 | 7 | 0.1% |
| 26 | 8 | 0.1% |
| 25 | 22 | |
| 24 | 27 |
employment_status
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.47181818 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 8517 |
| Zeros (%) | 77.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0894724 |
|---|---|
| Coefficient of variation (CV) | 2.3090937 |
| Kurtosis | 7.540787 |
| Mean | 0.47181818 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.7726719 |
| Sum | 5190 |
| Variance | 1.1869501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 8517 | |
| 1 | 1171 | 10.6% |
| 2 | 661 | 6.0% |
| 5 | 293 | 2.7% |
| 3 | 212 | 1.9% |
| 4 | 140 | 1.3% |
| 6 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8517 | |
| 1 | 1171 | 10.6% |
| 2 | 661 | 6.0% |
| 3 | 212 | 1.9% |
| 4 | 140 | 1.3% |
| 5 | 293 | 2.7% |
| 6 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 6 | 0.1% |
| 5 | 293 | 2.7% |
| 4 | 140 | 1.3% |
| 3 | 212 | 1.9% |
| 2 | 661 | 6.0% |
| 1 | 1171 | 10.6% |
| 0 | 8517 |
credit_risk_score
Real number (ℝ)
| Distinct | 427 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153.78782 |
| Minimum | -130 |
|---|---|
| Maximum | 378 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 109 |
| Negative (%) | 1.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -130 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 94 |
| median | 145 |
| Q3 | 211 |
| 95-th percentile | 294 |
| Maximum | 378 |
| Range | 508 |
| Interquartile range (IQR) | 117 |
Descriptive statistics
| Standard deviation | 79.604707 |
|---|---|
| Coefficient of variation (CV) | 0.51762687 |
| Kurtosis | -0.45303426 |
| Mean | 153.78782 |
| Median Absolute Deviation (MAD) | 58 |
| Skewness | 0.21908064 |
| Sum | 1691666 |
| Variance | 6336.9094 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 74 | 0.7% |
| 97 | 71 | 0.6% |
| 109 | 68 | 0.6% |
| 112 | 64 | 0.6% |
| 141 | 64 | 0.6% |
| 81 | 64 | 0.6% |
| 118 | 62 | 0.6% |
| 138 | 62 | 0.6% |
| 121 | 62 | 0.6% |
| 103 | 62 | 0.6% |
| Other values (417) | 10347 |
| Value | Count | Frequency (%) |
| -130 | 1 | |
| -118 | 1 | |
| -117 | 1 | |
| -115 | 1 | |
| -110 | 1 | |
| -106 | 1 | |
| -103 | 1 | |
| -101 | 1 | |
| -97 | 1 | |
| -95 | 1 |
| Value | Count | Frequency (%) |
| 378 | 2 | |
| 368 | 1 | < 0.1% |
| 364 | 3 | |
| 362 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 3 | |
| 358 | 2 | |
| 357 | 1 | < 0.1% |
| 356 | 2 | |
| 355 | 1 | < 0.1% |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6434 | |
| 0 | 4566 |
housing_status
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2935455 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 4117 |
| Zeros (%) | 37.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2893552 |
|---|---|
| Coefficient of variation (CV) | 0.99676062 |
| Kurtosis | -0.33927996 |
| Mean | 1.2935455 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.74734357 |
| Sum | 14229 |
| Variance | 1.6624367 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 4117 | |
| 2 | 3235 | |
| 1 | 2197 | |
| 4 | 1183 | 10.8% |
| 3 | 256 | 2.3% |
| 5 | 10 | 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 4117 | |
| 1 | 2197 | |
| 2 | 3235 | |
| 3 | 256 | 2.3% |
| 4 | 1183 | 10.8% |
| 5 | 10 | 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 10 | 0.1% |
| 4 | 1183 | 10.8% |
| 3 | 256 | 2.3% |
| 2 | 3235 | |
| 1 | 2197 | |
| 0 | 4117 |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 7369 | |
| 1 | 3631 |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 9532 | |
| 0 | 1468 | 13.3% |
bank_months_count
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.544909 |
| Minimum | -1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3511 |
| Negative (%) | 31.9% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | 2 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 32 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 12.497221 |
|---|---|
| Coefficient of variation (CV) | 1.1851426 |
| Kurtosis | -1.4473619 |
| Mean | 10.544909 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.52969414 |
| Sum | 115994 |
| Variance | 156.18055 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| -1 | 3511 | |
| 1 | 1700 | |
| 28 | 875 | 8.0% |
| 30 | 813 | 7.4% |
| 15 | 560 | 5.1% |
| 31 | 493 | 4.5% |
| 25 | 454 | 4.1% |
| 10 | 360 | 3.3% |
| 2 | 330 | 3.0% |
| 5 | 326 | 3.0% |
| Other values (20) | 1578 |
| Value | Count | Frequency (%) |
| -1 | 3511 | |
| 1 | 1700 | |
| 2 | 330 | 3.0% |
| 3 | 56 | 0.5% |
| 4 | 59 | 0.5% |
| 5 | 326 | 3.0% |
| 6 | 142 | 1.3% |
| 7 | 9 | 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 58 | 0.5% |
| Value | Count | Frequency (%) |
| 31 | 493 | |
| 30 | 813 | |
| 29 | 85 | 0.8% |
| 28 | 875 | |
| 27 | 64 | 0.6% |
| 26 | 210 | 1.9% |
| 25 | 454 | |
| 24 | 22 | 0.2% |
| 23 | 1 | < 0.1% |
| 22 | 55 | 0.5% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9290 | |
| 1 | 1710 | 15.5% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 673.5 |
| Minimum | 190 |
|---|---|
| Maximum | 2100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 190 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1500 |
| 95-th percentile | 1500 |
| Maximum | 2100 |
| Range | 1910 |
| Interquartile range (IQR) | 1300 |
Descriptive statistics
| Standard deviation | 592.96039 |
|---|---|
| Coefficient of variation (CV) | 0.88041632 |
| Kurtosis | -0.90897981 |
| Mean | 673.5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81487568 |
| Sum | 7408500 |
| Variance | 351602.02 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 200 | 5600 | |
| 1500 | 2406 | |
| 500 | 1487 | 13.5% |
| 1000 | 863 | 7.8% |
| 2000 | 426 | 3.9% |
| 990 | 104 | 0.9% |
| 510 | 53 | 0.5% |
| 1900 | 40 | 0.4% |
| 490 | 11 | 0.1% |
| 2100 | 4 | < 0.1% |
| Other values (2) | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 190 | 2 | < 0.1% |
| 200 | 5600 | |
| 210 | 4 | < 0.1% |
| 490 | 11 | 0.1% |
| 500 | 1487 | 13.5% |
| 510 | 53 | 0.5% |
| 990 | 104 | 0.9% |
| 1000 | 863 | 7.8% |
| 1500 | 2406 | |
| 1900 | 40 | 0.4% |
| Value | Count | Frequency (%) |
| 2100 | 4 | < 0.1% |
| 2000 | 426 | 3.9% |
| 1900 | 40 | 0.4% |
| 1500 | 2406 | |
| 1000 | 863 | 7.8% |
| 990 | 104 | 0.9% |
| 510 | 53 | 0.5% |
| 500 | 1487 | |
| 490 | 11 | 0.1% |
| 210 | 4 | < 0.1% |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 | |
|---|---|
| 1 | 424 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 10576 | |
| 1 | 424 | 3.9% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 | |
|---|---|
| 1 | 98 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 10902 | |
| 1 | 98 | 0.9% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 10980 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8440526 |
| Minimum | -1 |
|---|---|
| Maximum | 73.121739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20 |
| Negative (%) | 0.2% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.25862 |
| Q1 | 3.16565 |
| median | 5.124298 |
| Q3 | 8.7048974 |
| 95-th percentile | 24.900451 |
| Maximum | 73.121739 |
| Range | 74.121739 |
| Interquartile range (IQR) | 5.5392473 |
Descriptive statistics
| Standard deviation | 8.8295425 |
|---|---|
| Coefficient of variation (CV) | 1.1256353 |
| Kurtosis | 12.717207 |
| Mean | 7.8440526 |
| Median Absolute Deviation (MAD) | 2.4804212 |
| Skewness | 3.1991865 |
| Sum | 86284.579 |
| Variance | 77.960821 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 20 | 0.2% |
| 3.505441777 | 2 | < 0.1% |
| 2.562239636 | 1 | < 0.1% |
| 17.40650274 | 1 | < 0.1% |
| 71.53268013 | 1 | < 0.1% |
| 1.410006047 | 1 | < 0.1% |
| 9.113939573 | 1 | < 0.1% |
| 3.202724293 | 1 | < 0.1% |
| 0.9927125324 | 1 | < 0.1% |
| 3.150313666 | 1 | < 0.1% |
| Other values (10970) | 10970 |
| Value | Count | Frequency (%) |
| -1 | 20 | |
| 0.06129668537 | 1 | < 0.1% |
| 0.07866006358 | 1 | < 0.1% |
| 0.09977437646 | 1 | < 0.1% |
| 0.1260002326 | 1 | < 0.1% |
| 0.1663926041 | 1 | < 0.1% |
| 0.1749702557 | 1 | < 0.1% |
| 0.2631363344 | 1 | < 0.1% |
| 0.2716220813 | 1 | < 0.1% |
| 0.2720401067 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 73.12173915 | 1 | |
| 71.53268013 | 1 | |
| 71.41097936 | 1 | |
| 71.0911553 | 1 | |
| 69.91195171 | 1 | |
| 69.63190873 | 1 | |
| 67.62100744 | 1 | |
| 67.17487352 | 1 | |
| 66.90271255 | 1 | |
| 66.01594349 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 0 | |
| 1 | |
| 4 | 78 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 4644 | |
| 2 | 2886 | |
| 0 | 2772 | |
| 1 | 620 | 5.6% |
| 4 | 78 | 0.7% |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6036 | |
| 1 | 4964 |
device_distinct_emails_8w
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 1 | |
|---|---|
| 2 | 669 |
| 0 | 101 |
| -1 | 4 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0003636 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11004 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 10226 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
| -1 | 4 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 10230 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10230 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
| - | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 | |
| Dash Punctuation | 4 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 10230 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11004 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 10230 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
| - | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11004 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 10230 | |
| 2 | 669 | 6.1% |
| 0 | 101 | 0.9% |
| - | 4 | < 0.1% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 171.9 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 11000 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 11000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 11000 |
month
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4207273 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 1431 |
| Zeros (%) | 13.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 171.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2508168 |
|---|---|
| Coefficient of variation (CV) | 0.65799365 |
| Kurtosis | -1.173544 |
| Mean | 3.4207273 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.037690776 |
| Sum | 37628 |
| Variance | 5.0661764 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 1508 | |
| 4 | 1497 | |
| 2 | 1439 | |
| 0 | 1431 | |
| 5 | 1307 | |
| 1 | 1290 | |
| 6 | 1283 | |
| 7 | 1245 |
| Value | Count | Frequency (%) |
| 0 | 1431 | |
| 1 | 1290 | |
| 2 | 1439 | |
| 3 | 1508 | |
| 4 | 1497 | |
| 5 | 1307 | |
| 6 | 1283 | |
| 7 | 1245 |
| Value | Count | Frequency (%) |
| 7 | 1245 | |
| 6 | 1283 | |
| 5 | 1307 | |
| 4 | 1497 | |
| 3 | 1508 | |
| 2 | 1439 | |
| 1 | 1290 | |
| 0 | 1431 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7617 | 0 | 0.4 | 0.516311 | -1 | 37 | 10 | 0.009813 | -0.920799 | 2 | 958 | 3070.757247 | 3409.637279 | 4483.238269 | 0 | 9 | 0 | 62 | 1 | 4 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 2.562240 | 0 | 0 | 1 | 0 | 5 |
| 8291 | 1 | 0.3 | 0.791303 | -1 | 79 | 20 | 0.001521 | -1.149205 | 1 | 4460 | 7012.168980 | 6880.653976 | 6263.378626 | 13 | 16 | 5 | 74 | 1 | 2 | 0 | 1 | 14 | 0 | 200.0 | 0 | 0 | 3.124683 | 2 | 1 | 1 | 0 | 0 |
| 7806 | 0 | 0.6 | 0.225601 | 38 | 16 | 20 | 17.914128 | -1.260646 | 0 | 840 | 5349.915869 | 4942.463053 | 4112.826191 | 17 | 5 | 0 | 85 | 1 | 2 | 0 | 1 | 1 | 0 | 200.0 | 0 | 0 | 14.316634 | 0 | 1 | 1 | 0 | 6 |
| 1849 | 0 | 0.5 | 0.226115 | -1 | 89 | 40 | 0.003949 | -1.100606 | 2 | 1257 | 1497.510406 | 3284.335624 | 3416.993764 | 1 | 6 | 1 | 92 | 0 | 1 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 4.863862 | 2 | 0 | 1 | 0 | 6 |
| 6703 | 0 | 0.5 | 0.881606 | 32 | 7 | 20 | 7.167611 | -1.124762 | 2 | 2168 | 9200.541508 | 2655.833942 | 5552.144577 | 1 | 13 | 0 | -118 | 1 | 1 | 0 | 1 | -1 | 0 | 1500.0 | 0 | 0 | 4.149902 | 0 | 1 | 1 | 0 | 2 |
| 183 | 0 | 0.9 | 0.817490 | -1 | 124 | 30 | 0.024965 | -0.795770 | 1 | 989 | 4785.661281 | 3648.756582 | 4344.072468 | 14 | 6 | 0 | 201 | 1 | 1 | 0 | 1 | 1 | 0 | 1000.0 | 0 | 0 | 7.938632 | 2 | 1 | 1 | 0 | 6 |
| 9673 | 1 | 0.5 | 0.720748 | -1 | 193 | 30 | 0.013223 | -1.318804 | 3 | 2023 | 338.980616 | 4708.924036 | 4962.298238 | 1 | 9 | 0 | 235 | 0 | 0 | 0 | 1 | 20 | 0 | 2000.0 | 0 | 0 | 5.154906 | 3 | 0 | 1 | 0 | 4 |
| 796 | 1 | 0.1 | 0.099846 | -1 | 58 | 30 | 0.027699 | -0.825295 | 1 | 587 | 1803.887735 | 2593.547835 | 3859.952104 | 12 | 7 | 0 | 119 | 1 | 1 | 1 | 1 | 4 | 0 | 500.0 | 0 | 0 | 12.147442 | 0 | 1 | 1 | 0 | 6 |
| 2766 | 0 | 0.7 | 0.860253 | 130 | 13 | 20 | 0.025582 | 7.077536 | 1 | 3613 | 1065.346853 | 4112.575910 | 5215.474340 | 67 | 10 | 0 | 132 | 0 | 4 | 0 | 1 | 30 | 1 | 200.0 | 0 | 0 | 3.372264 | 2 | 1 | 1 | 0 | 2 |
| 932 | 1 | 0.9 | 0.597385 | -1 | 111 | 40 | 0.011480 | -0.925008 | 1 | 814 | 5723.051480 | 4114.847667 | 4286.241268 | 24 | 2 | 0 | 300 | 1 | 1 | 0 | 1 | 6 | 0 | 1500.0 | 0 | 0 | 11.166539 | 3 | 0 | 1 | 0 | 6 |
| fraud_bool | income | name_email_similarity | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | date_of_birth_distinct_emails_4w | employment_status | credit_risk_score | email_is_free | housing_status | phone_home_valid | phone_mobile_valid | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_distinct_emails_8w | device_fraud_count | month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 912 | 1 | 0.9 | 0.234616 | -1 | 197 | 20 | 0.029852 | -0.684569 | 3 | 1386 | 4119.519640 | 6227.301613 | 4706.908025 | 28 | 9 | 1 | 185 | 1 | 0 | 1 | 1 | 27 | 0 | 510.0 | 0 | 0 | 2.202086 | 1 | 0 | 1 | 0 | 4 |
| 7723 | 1 | 0.9 | 0.155806 | -1 | 69 | 30 | 0.009369 | -1.038297 | 2 | 1560 | 1027.044937 | 3619.745716 | 4966.510911 | 0 | 12 | 0 | 211 | 0 | 0 | 0 | 1 | -1 | 0 | 1500.0 | 0 | 0 | 4.157774 | 3 | 1 | 1 | 0 | 3 |
| 9119 | 0 | 0.6 | 0.214439 | -1 | 79 | 50 | 0.026266 | -1.028021 | 1 | 780 | 2751.559480 | 3012.720553 | 3646.909542 | 47 | 6 | 0 | 153 | 1 | 0 | 1 | 1 | 28 | 0 | 200.0 | 0 | 0 | 5.706106 | 2 | 1 | 1 | 0 | 6 |
| 9220 | 0 | 0.8 | 0.102112 | 10 | 3 | 50 | 0.023221 | 99.735456 | 2 | 357 | 4636.095591 | 2560.708509 | 5098.185009 | 1 | 9 | 0 | 196 | 0 | 2 | 0 | 1 | 2 | 1 | 1500.0 | 0 | 0 | 17.487741 | 2 | 0 | 1 | 0 | 7 |
| 1172 | 1 | 0.9 | 0.160513 | -1 | 265 | 90 | 0.008021 | -0.832283 | 1 | 723 | 7276.581107 | 5878.589347 | 4762.721134 | 283 | 2 | 1 | 252 | 1 | 0 | 1 | 0 | 1 | 0 | 1500.0 | 0 | 0 | 1.021917 | 3 | 0 | 1 | 0 | 3 |
| 10493 | 0 | 0.6 | 0.556756 | -1 | 182 | 40 | 0.009362 | -1.123241 | 1 | 1517 | 3540.086600 | 3354.961188 | 5321.624403 | 1698 | 6 | 0 | 222 | 1 | 4 | 0 | 1 | 28 | 0 | 1500.0 | 0 | 0 | 4.560338 | 0 | 0 | 1 | 0 | 1 |
| 4314 | 1 | 0.2 | 0.884978 | -1 | 9 | 30 | 18.123656 | -0.317693 | 2 | 1927 | 9799.482031 | 4681.381722 | 5042.864889 | 0 | 6 | 0 | 76 | 0 | 0 | 0 | 1 | -1 | 0 | 500.0 | 0 | 0 | 23.914774 | 2 | 0 | 2 | 0 | 2 |
| 7417 | 1 | 0.9 | 0.711783 | -1 | 67 | 30 | 0.005436 | 28.135996 | 0 | 1934 | 8980.213201 | 5728.250333 | 4836.208891 | 19 | 8 | 0 | 50 | 0 | 1 | 0 | 1 | 20 | 0 | 200.0 | 0 | 0 | 4.350677 | 1 | 0 | 1 | 0 | 3 |
| 10543 | 1 | 0.5 | 0.114902 | -1 | 166 | 50 | 0.011197 | 29.041035 | 0 | 420 | 2289.731473 | 2949.009970 | 3107.327533 | 13 | 7 | 0 | 231 | 1 | 0 | 0 | 1 | 28 | 0 | 500.0 | 0 | 0 | 43.454464 | 3 | 0 | 1 | 0 | 7 |
| 1610 | 1 | 0.9 | 0.853145 | -1 | 91 | 50 | 0.026684 | -1.450569 | 2 | 1241 | 6757.322553 | 3700.124903 | 4294.937255 | 1 | 4 | 0 | 181 | 1 | 1 | 0 | 1 | -1 | 0 | 200.0 | 0 | 0 | 1.064301 | 3 | 0 | 1 | 0 | 5 |